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+elements+is+a+crucial+task+for+automatic+code+generation+from+images+and+sketches%252C+GUI+testing%252C+and+GUI+search.+Recent+studies+have+leveraged+both+old-fashioned+and+modern+computer+vision+(CV)+techniques.+Oldfashioned+methods+utilize+classic+image+processing+algorithms+(e.g.+edge+detection+and+contour+detection)+and+modern+methods+use+mature+deep+learning+solutions+for+general+object+detection+tasks.+GUI+element+detection%252C+however%252C+is+a+domain-specific+case+of+object+detection%252C+in+which+objects+overlap+more+often%252C+and+are+located+very+close+to+each+other%252C+plus+the+number+of+object+classes+is+considerably+lower%252C+yet+there+are+more+objects+in+the+images+compared+to+natural+images.+Hence%252C+the+studies+that+have+been+carried+out+on+comparing+various+object+detection+models%252C+might+not+apply+to+GUI+element+detection.+In+this+study%252C+we+evaluate+the+performance+of+the+four+most+recent+successful+YOLO+models+for+general+object+detection+tasks+on+GUI+element+detection+and+investigate+their+accuracy+performance+in+detecting+various+GUI+elements.&cdnurl=https%3a%2f%2fth.bing.com%2fth%2fid%2fR.091c8a62924e2138a90179307aa3fff1%3frik%3dZoPV%252bIH8c42wAA%26pid%3dImgRaw%26r%3d0&exph=630&expw=1200&q=Winodws+UI+Elements+Detection+Using+Yolo&FORM=IRPRST&ck=7E56067C3865A151FA2F99A28131D200&selectedIndex=7&itb=0)
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